Meaning of novel words was inferred from actions or perceptual features.
We tested taxonomic and thematic relations of new words in a lexical decision task.
Taxonomically but not thematically related words were primed by the new words.
Thematic-related words elicited larger LPCs after action than perceptual learning.
Learned novel words were integrated into semantic network via taxonomic relation.